Text-to-video retrieval on VideoUFO
62.4Recall@1MoVA
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MoVA2026.07 | 62.4 | 87 | 92.3 | 1 | 6.9 | |
| VideoCLIP-XL2026.07 | 57.4 | 82.2 | 88.4 | 1 | 23.6 | |
| ProST2026.07 | 48.2 | 74.5 | 82.7 | 2 | 28 | |
| InternVideo2026.07 | 42.8 | 70.2 | 76.4 | 2 | 33.6 | |
| X-CLIP2026.07 | 37.7 | 65.6 | 75.6 | 2 | 35.4 | |
| CLIP4Clip2026.07 | 34.5 | 62.1 | 72.4 | 3 | 45.1 | |
| DRL2026.07 | 24.2 | 45.7 | 54.9 | 7 | 227.5 |